Epistemic Uncertainty Stemming From Measurement Processing—A Case Study of Multiphase Shock Tube Experiments

Author:

Park Chanyoung1,Matthew Justin1,Kim Nam H.2,Haftka Raphael T.1

Affiliation:

1. Department of Mechanical and Aerospace Engineering, University of Florida, Gainesville, FL 32611 e-mail:

2. Mem. ASME Department of Mechanical and Aerospace Engineering, University of Florida, Gainesville, FL 32611 e-mail:

Abstract

Experiments of a shock hitting a curtain of particles were conducted at the multiphase shock tube facility at Sandia National Laboratories. These are studied in this paper for quantifying the epistemic uncertainty in the experimental measurements due to processing via measurement models. Schlieren and X-ray imaging techniques were used to obtain the measurements that characterize the particle curtain with particle volume fraction and curtain edge locations. The epistemic uncertainties in the experimental setup and image processing methods were identified and measured. The effects of these uncertainties on the uncertainty in the extracted experimental measurements were quantified. The influence of the epistemic uncertainty was significantly higher than the experimental variability that has been previously considered as the most important uncertainty of experiments.

Funder

National Nuclear Security Administration

Publisher

ASME International

Subject

Computational Theory and Mathematics,Computer Science Applications,Modeling and Simulation,Statistics and Probability

Reference28 articles.

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